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Momentum Investing | Portfolio Yoga - Part 2

The Value of a Back-Test and Momentum Investing

I recently saw the reality sitcom “Shark Tanks” {Season 10 is available on Amazon Prime}. As an entrepreneur, this is an amazing show highlighting the tough path of bringing an idea to reality. While I kind of dislike the behavior of the Sharks who act pretty cruel, this being television and if they are really investing real money, they have all the right to ask the tough questions.

The two main deal breakers for those who couldn’t get a deal were 

  1. The person has a great idea but is yet to execute or has failed at execution. 
  2. He or She is not fully committed to his enterprise (it being either a part time venture or one of the multiple he is trying to run)

The gap between an idea and the ability to execute it so wide that the vast majority of those with ideas are never really able to execute successfully. You may have heard that google wasn’t the first search engine, but did you know that even the famous logic of Google thata set it apart – ranking of page – wasn’t new. It was invented by Robin Li Yanhong who later went onto found Baidu.

In the Shark Tank, of the few ideas that seemed to be vetted among the thousands that come up for a chance to pitch. But even among the few we are able to see, it’s interesting to see how vast the difference is between those who are just ideating or have had a one off viral sales and one who has worked round the clock to ensure consumer connect and is trying to fulfill a requirement.

The second and what has been generally a deal breaker is the commitment of the entrepreneur to his baby. Most if not all are fully committed and often have invested big money of their own savings before coming to pitch to sell an equity stake. The Sharks seem to hate those who are still currently employed elsewhere while trying this out in their free time (there have been exceptions, but since we don’t have data on all those who apply and get rejected, I would assume a vast majority would fall in this category).

When it comes to finance, it’s easy to talk about how great one’s stock picks are or how great one’s strategy is. The spin can be narrative on the company, it’s great products, it’s wonderful management, it’s enormous scope among plenty others or the quantitative spin.

The quantitative spin refers to the ability to showcase back-tests that show how you could have multiplied your money using a particular strategy that has been discovered by the strategy seller. But most such back-test fail when they are implemented in real time with real money.

The reason for the failure lies in the fact that rather than start with a hypothesis that has a strong fundamental backing, most back-tests are based out of testing hundreds or even thousands of rules till one stumbles across the one that seems to meet every characteristic one was looking out for.

For example, take David Leinweber‘s totally brilliant discovery: that butter production in Bangladesh, U.S. cheese production, and sheep population in Bangladesh and the U.S. together “explained” (in a statistical sense) 99% of the annual movements of the S&P 500 between 1983 and 1993. (Link)

Unfortunately post the discovery, the whole correlation fell apart. But that is what data mined back-test is all about.

Back-testing today has been made very easy thanks to the availability of data and processing power that can run through millions of combinations to find the optimal ones with relative ease. A small investor or a trader sitting on a laptop can find good correlations combining multiple strategies using tools such as Amibroker or R.

A good back-test is built on a hypothesis that is of a sound nature. The reason for testing the data of a historical era is to try and understand if certain strategy that sounds interesting and worthwhile to follow has in the past delivered returns of the nature we seek.

While years of history can be tested and plotted in a few minutes, the reality is much different even if history repeated itself as much of back-test assumes.

Assume for instance a strategy that delivered great returns. This despite the fact that it did not reach its all time high for 6 years after a very great run. 6 years of being under-water is something no investor relishes and one that is a huge career risk to a fund manager. 

Would you be willing to bet on such a strategy. Remember, this strategy beats the hell out of any other comparable index in the long run, but how long is something that is left undefined. If you are willing to invest, how much of your equity holding would you be willing to allocate?

On smallcase, I am finding more and more advisors launch momentum strategy. This is good for more advisors mean better appreciation and understanding of a strategy. But it comes with a caveat – most of the back-tests are extraordinarily good. That in itself is not a bad thing if the strategy is properly tested but with not much data available publicly to validate the same, it sounds a bit too good to be true.

A second disappointment is the fact that many advisors offer packages that come as low a time frame as a month. This when testing would have shown them that even after 3 years, there is always a probability of the client being in the red. 

Back-tests should always be taken with a bag of salt unless you have been able to replicate it yourself. But that is generally not possible due to the proprietary nature of the strategy even though if you were to look at the portfolio’s, more than 80% of them would overlap with each other. As the famous quote from Kungu Panda goes, “There is no secret ingredient”

But beware of strategies that try to do too much – looks great in testing, can be sloppy when it comes to real time. The ideal way to improve your returns always lies with you – allocating right. Tinkering to show better returns is easy, but it always comes with a cost to the end user. More variables, more prone are the results to data mining bias.

Momentum Investing is no different from other factor investing strategies when it comes to recovery periods from draw-downs. They suffer like everyone else, the only advantage being that when they perform, they outclass most others. 

Do not venture unless you are committed for the long run for the short run is mostly messy and one that is unlikely to provide favorable results other than in unusual periods such as 2017. 

Stop the Naysayers

Twitter is filled with all kinds of folks, but once who get the highest attention are those who make wild projections on either side. No one will bat an eyelid if you claim that you can generate 15% returns in the long term but push that bar up to 24 – 30% and you shall definitely hog the limelight.

Markets / Sectors / Industries all move in cycles – some are long, some are short, but at the end of the day much of the market is cyclic in nature. The same applies to strategies that are followed – some bask in Value, others prefer Quality and few prefer Momentum. No strategy works all the time.

Today, much of Twitter is agog with how Quality Stocks are a bubble on the verge of Collapse. I have no clue on whether they shall continue to rise or get pricked and crash, I am no soothsayer with abilities to know how the future will unfold.  

In 2017, owing to changes in the environmental policy in China which is now the leading producer of literally everything, Electrode prices started shooting up. What was sold at 5000 shot up to 50,000. All because China arbitrarily decided to shut companies that manufactured Steel.

HEG is a leading producer of Electrodes and the stock shot up from sub 200 levels to a peak of 5000 in nearly 1.5 years. Anyone who had studied the sector even a bit would know that this wasn’t going to last but the frenzy in the markets and the assumptions (mostly wild) on how long it would take to get supply back in the market made investors chase it higher and higher.

If you were a fund manager managing hundreds or thousands of crores in capital, I can understand why you would like to ignore such short term trends. Getting in and out for large funds is messy and you wouldn’t want to partake in stocks that are in the limelight for a short duration with pretty low volumes.

But if you are reading this post, I assume you are managing at best what is a few crores of capital. A 3% position in such stocks is less than 1% of the value traded in the stock on any of those days. Why should you ignore such opportunities?

Its risky and I don’t want to take short term bets may be the answer you have for me, but the fact is that every bet you make is short term, just that companies which continue to deliver and are held while removing companies that fail to deliver. In other words, most bets are a series of short term bets held over the long term.

In the current market scenario, Quality stocks which are trading at relatively high valuations are seen as the next bubble in the offing. There is no denying that companies are trading at extremely rich valuations, but rich valuations alone isn’t good enough for a crash to happen. Stocks can remain richly valued for long well before it starts delivering the goods.

But even if the fact is true that Quality is over-valued, should that stop you from participating in the rally. Bajaj Finance was said to be overvalued when it was 2000. Today at 4000 its still considered as over-valued. 

For a very long time, Amazon was considered an expensive stock. 10 years ago, the stock was trading at sub 100 levels and a PE ratio closer to that of today. Today, at $1800 and similar valuations, it’s seen as a value buy. The change came not because the stock crashed as is evident from the price change. The change came because the company has continued to deliver stellar earnings making it look like a bargain today on the assumption that this trend continues in the future as well.

Anyone who bought  years back as an Expensive Quality stock is today holding a not so cheap Value stock. Talk about Narratives.

The problem as I see is that there is overly focus on being right when entering a stock versus focusing on being right when exiting. True Risk Management is all about getting the exit right, it’s never about getting the entry right.

From its peak, HEG declined by 83% at its most recent low. But this did not happen over-night or even in the course of a week or a month. The decline has taken an entire year and even today we aren’t where we started off from.

As a fund manager, it’s tough to accumulate or distribute vast quantities of stock in a short span of time. The bigger the AUM, the tougher it becomes to invest in most stocks outside of the larger indices. Its hence understandable if they wish not to invest in companies like HEG.

But this ain’t true for you as an Individual Investor. You capital allows you to be more nimble that most fund managers are, so why follow thesis that seem like threats to them but can actually be opportunities to you.

On that note, I tweeted this a few days ago


As a Momentum Investor, I love bubbles for they offer the greatest opportunity to profit from. Yes, exits can be tough when it implodes, but time and again, what I have observed is that the fall is slow at first and fast much later. Unless there is evidence of fraud, stocks don’t crash in a day or two.

The only way we as market participants can make money is because the markets are unreasonable all the time. There is no such thing as too high or too low (until its zero). Whether you are a value investor or a momentum trader, it’s important that you have a set of hard rules that shall take you out of a position. If you get that right, how you enter will not make much of a difference in the long run.

Momentum Investing – An Experiment with Real Money

 “We’re too soon old and too late smart.”

For nearly a month now, I have been wondering if it made sense to make a post of the trails and tribulations of my one year journey with momentum investing. The idea here is not to sell you a product or a service but to provide you with an insight that is missing out there when it comes to Momentum.

I have been part of markets for more than two decades now and there isn’t a stone or a strategy I haven’t tried and mostly failed in an endeavor to find “The One” J. From Value Investing to Intra Day, from Forex to Coat Tailing, from futures and options to exotic options, there are very few things that I haven’t tried out.

The key to success as I understand comes down to your belief and knowledge of the strategy you implement. Borrowed conviction or strategies may give you a high once in a while but more often than not, will eventually knock you down.

Thanks to Mohnish Parabai, Coat Tailing has emerged has a very interesting strategy that can be applied in the markets. But unless you actually buy in the same proportion as the person you are coat tailing, your returns will be very diverse from the one whom you are attempting to replicate.

I believe in experimenting in markets – yes, it can turn out to be expensive but it also provides you with immense know-how and understanding of what works and what doesn’t.

The foundation of progress has come through Risk bearing Experiments. Not all experiments end up successfully with many would be inventor getting killed in the process but for those who did survive, rewards were many fold the effort.

Risks in finance on the other hand are much more subtle and unless one takes risk that is multitudes of what he can afford, very rarely does one end up being killed. Yet, investors love being part of the herd than try to plot their own path.

The greatest appeal with following the herd is that if it fails, one knows that one is not to blame for everyone fell in the same ditch. In the mutual fund space, it’s not very different with most fund managers sticking to the known devil than the unknown angel.

Blind bets aren’t experiments, they are death wishes and most likely destroys not just investors’ money but also confidence. Confidence once destroyed is tough to regain. The worst thing though is that we take all the wrong lessons from a debacle that was at best just an error in strategy.

In 2017, I started my Journey on yet another strategy – a strategy I was intimately familiar with and yet one that I had ignored for too long – Momentum Investing.

I have been a fan of Trend Following / Momentum for a very long time. I have talked on the subject to anyone who gave a willing ear, have written a lot about it and delivered a few talks as well. Yet, it took a catalyst in the form of joining Capitalmind to finally be able to put it into action.

Unlike other forms of Investing, Momentum Investing can be tested rigorously using historical data. There is no narrative fallacy out here though it’s easy to get trapped into one of the many other fallacies that trap quantitative based investors.

Momentum also better known as Trend following is generally seen as Speculative in nature for stock is picked with no reference or understanding of fundamentals. But fundamentals of a company are just one part of the equation – the bigger part is played by human behavior which gets  exhibited day in and day out and one responsible for the wild swings in stock prices.

Efficient Market Hypothesis was for long the most important pillar of how markets valued stocks and why it was tough to generate, adjusted for Risks, out-sized returns. While the booms and busts have meant that markets may not be really efficient, to me, they just showcase that markets are efficient in the long term but swing around in the short to medium term.

It’s these swings, Momentum Investors wish to capture. While it’s nice to think ourselves as owners of businesses just because we hold 1 share out of a Million issued by the company, the fact remains that you are just a passenger in the bus with the direction and decisions taken by a few men, the bus owners, with little regard to what you may think about those decisions. The only action you can possibly do is get off the bus – but like the proverbial picture that has been seen by millions, what if you are giving it up just before you would have hit pay dirt?

As a momentum investor, our focus is more on the behavior aspect of the markets. We would rather be part of businesses where there is action, in terms of price, than one where we need to wait a long time before the action starts – or in many a case, wherein action never starts and we quit in disgust.

On any day, on an average, around 2000 companies trade on the twin exchanges in India. As an investor, you need to build a portfolio that consists of less than 1% of the said companies.

Of course, not all are great companies run by great managements that can generate strong risk adjusted returns for the Investor. Even if we were to assume that just 20% of the companies are companies that will generate returns for the Investor, using the Pareto Principle, we are still left with 400 companies to choose 20 to 30 stocks that shall form the core of our portfolio.

Take any factor and the thesis they offer is simple – How to come up with a small list of companies to invest into. You can base it on the philosophy you follow – call yourself a Value Investor, a Growth Investor, a Quality Investor or a Momentum Investor, your aim is to prune down the list to the best 20 – 30 companies.

It’s tough to do that would be a massive understatement. Assuming a portfolio of 30 stocks, for every company you choose, you are in affect ignoring the potential in 29 companies and some of those you ignore will generally come to bite you back by showcasing returns way better than the one you have chosen.

In other words, you need to reject 98 to 99% of companies whose shares are available for trading and invest in the 1% you feel are the best ones around.

But the Nightmare doesn’t end with the Selection of Stocks. In fact, it has only just begun for what would be a real roller coaster of a ride if only you are able to sit through the same.

Once you have selected a stock, the next big question comes in terms of “How much to Invest”. Invest too much and you could be burned brutally for the trouble, Invest too little and even the best of picks will not move the needle by much.

Investing is nothing like, Fill it, Shut it, Forget it. To maintain a balance, you need to keep filling it up as you move along your life trajectory while at the same time being able to shut yourself to the volatility that shall always be part and parcel of your investment.

Strategy and Tactics:

The thought process behind the selection of stocks was simple. Identity stocks which gained in price without volatility or rather, had very low volatility in relative comparison. In other words, the stocks picked-up had the highest Sharpe Ratio.

Strategies in Momentum needn’t be complex requiring use of Calculus or any other the other mundane mathematics most of us felt relieved when it ended post School. While this strategy does require some calculation, it’s not really complex given the resources that are available on the Internet.

The strategy was initially tested by my good friend and colleague Venkatesh and was further refined over time with the help of my Mentor Sameer. While markets are yet to encounter the kind of volatility we saw in 2008, I believe that the knowledge of how the strategy works and where it can fail alone can help an investor (in this case me) be better prepared and act on the plan without having to deviate.

The strategy was run on NSE Stocks (most good liquid stocks are on NSE and the few that are part of BSE alone, I am happy to miss out) with every month seeing a few stocks getting replaced. Other than once or twice, more due to accident than a plan, the strategy was always fully invested into the market at all times.

I started this strategy in May of 2017 and since then regularly added more money every month at the time of rebalance.  For someone who isn’t a great believer in blind systematic investing, this was indeed a interesting excercise.

The strategy is Equity only – there is no cash component embedded. The Equity Debt Allocation mix was dictated by the Portfolio Yoga Asset Allocator (though I am guilty of not entirely sticking with the recommended dosage).

The churn has been incredible – over the last 12 months, I have had positions in 105 stocks though at no point was the portfolio greater than 30 stocks. This excludes the fact that some stocks made an entry and exit more than once.

To provide a granular view of the returns, here is the data plotted as in Mutual Fund. NAV started at 10 and is currently at 16.92. Nifty Small Cap 100 Index was taken as benchmark given the high correlation this portfolio saw with the Index.

While the strategy has done wonders, one needs to be aware of the fact that “One swallow doesn’t make a summer” and it would need much more data and time to make a comprehensive case that investing in Momentum with all its pains – paying short term taxes / excessive transaction costs can still provide for returns better than what you can by buying and sitting on an Index.

Momentum Investing returns aren’t out of the world. Academic evidence shows that its returns are comparable to one you can get by following the Value Investing methodology.

Returns though come with a big “IF”. If only you actually understand can you really devote the kind of money and time to make that difference can you reap the rewards as well.

This brings an interesting question: If the strategy was sold as a Service, would investors have reaped similar returns?

Momentum or Value or Growth or any of the major styles of investing is all about being different. This doesn’t come easy for it runs contrary to our beliefs and knowledge. This kind of thinking is not tough to develop but takes time and effort.

Mutual Funds are a Fund it and Forget it type of investment and yet even there, Investors generate much lower returns as a whole that what the fund itself has generated. In Do-It-Yourself kind of investing, the resulting returns can be even worse since with execution resting on your emotions, there is no giving as to whether you would stick in the good times, forget the bad.

Risks:

While there is no fundamental filter that is applied, I have using other measures in an attempt to limit entry of stocks that are of suspicious nature. But that doesn’t meant that we can get rid of all the bad stocks as experience told me.

One of the stocks the strategy invested was Vakrangee and when the sword fell, the portfolio was a sitting duck and lost 50% on the stock before it could get an exit. The only saving grace, the Investment had doubled by the time of the peak and hence even at time of exit, the damage itself was minimal.

Since the portfolio consists of a diversified set of 30 stocks, a couple of Vakrangee while causing heart burn cannot seriously damage the returns for their total allocation would be on the lower side.

Drawdown:

Any and every strategy will have its draw-down and my belief is that this will be close to the Index it benchmarks against or a bit more.

Why others don’t do it

The fact that a factor such as Momentum Exists and can be profitable over the long run isn’t new. The first comprehensive research was put out by Jegadeesh and Titman in the year 1993 (Returns to Buying Winners and Selling Losers:Implications for Stock Market Efficiency). Unfortunately for strategies to get a following you need more than academic evidence – you need practical evidence.

Value Investing may not have got the kind of following it has if not for the performance of many a manager who follows the methodology and has cleaned out his competitors. And then there is Graham and Warren Buffett. One does wonders what would have happened if Warren was swayed by something else than Value Investing?

Momentum on the other hand has barely much of a following. One of the oldest funds out there following a systematic momentum strategy would be Dunn Capital. But despite being around for 44 years, its total Asset under Management is just around a Billion Dollars.

Momentum faces the same issue like Small Cap Investing – more the capital, tougher it is to generate returns similar to what historical testing would showcase. Add to it the fact that most countries tax based on duration of holding and until recently, India had zero tax if you held a stock for more than a year versus paying 15% for short term gains.

Thankfully this spread has now been reduced to just 5% with Long Term Capital Gains too being taxed from this year onwards. Tax Arbitrage is now no reason for holding a stock even when the trend has turned bearish. But without a systematic strategy, not knowing when to get back in can have an negative impact too.

While there are a lot of closet momentum investors among fund managers, but I cannot spot a single manager who will talk about Momentum being a factor in his investing arsenal. There is just a lot of negativity by those who do not really understand and lump momentum trading with everything from manipulation to intra-day trading.

A bigger fear among investors is that somehow larger churn means that there is a bigger risk. In my testing and experience, Momentum Investing carries the same risk as any other strategy – maybe even a bit more but not suicidal risks. But risk is never known beforehand – its only ex-post.

In 2008, many Balanced Mutual Funds fell very close to what the Nifty had fallen despite the whole strategy being one of risk reduction at the expense of returns. Investing is always risky – what one needs to analyse is the magnitude of risk and the probability of recovery if one stayed the course.

Momentum has one big negative though – the inability of us to provide a Narrative as to why a certain stock was picked up. No Cinderella or Alice in the Wonderland stories about how great this stock is, how big the potential is, how cool the management are, how niche the industry is and hence how big their moat is.

When the system picked up Carbon / Electrode stocks across the board, it was not because the system was able to understand the international ramifications of the war on pollution in China. Or in case of Venky’s , it was not because the system felt there would be a positive impact of the Beef ban (or was that just a story without real substance I wonder) on the price of Chicken Feed / Chickens and Eggs.

These stocks were bought because the frickking momentum formula used to identify asked us to buy – nothing more, nothing less. Similar is the story when a stock moved out – it may and very well be a good stock to hold, but with hundreds of other opportunities out there, why stick with something that isn’t working for now.

In my own trading, I had a couple of interesting such times.

The system first picked up Venky’s in the very first month – May 2017. In June, with a month gone and nothing to show, the stock was thrown under the bus.

By August, the stock had shot up, nearly doubling from where the Initial entry was made and once again came into the radar and got picked up. Buying the stock that was sold nearly 50% lower is tougher, but systems have no emotions and stocks are picked up purely based on the logic that has been coded.

Since its entry, it once again doubled showing that missing out is not the biggest of crimes, it’s not getting back in even if it’s at a higher price that can turn out to be costly.

Can the Returns be sustained?

Its feel great to beat the markets and generate strong returns, but the reality is that this is not possible to do over the long term.

As Wes Gray of Alpha Architect fame wrote

“An investor might have an epic run of 20% returns for 5, 10, maybe even 15, or 20 years, but as an investor’s capital base grows exponentially, the capital base slowly becomes ALL capital, and all capital cannot outperform itself!”

Styles and Allocation

Momentum is a great strategy and one that can absorb quite a sum of money, but great rewards come with risks that one may or may not be able to digest.

For a while I have been having discussions and thoughts about how much of one’s equity exposure should go to Momentum. Is 100% too large or is 10% too small is a question to which I have absolutely no real answer, I think the real answer like a lot of stuff in life lies in the middle.

As much as each one of us would like to maximize our returns, the fact is that when it comes to crunch situations, we do not really know how we shall behave.

Momentum is one of the many Styles of Investing that has shown to generate Alpha. More styles would mean more work, but since most styles differ and offer very little correlation to each other, in the end, they offer you the ability to invest more in the markets than what an asset allocation matrix would dictate and yet sleep peacefully at night.

As the above data table from factor research shows, each factor has very little correlation with the others and if you can build three to four different portfolio’s, each confirming to one style, you should be able to get a good night sleep and a pretty decent return despite your portfolio consisting of a 100 different stocks.

In their book, Your Complete Guide to Factor-Based Investing: The Way Smart Money Invests Today by  Andrew L. Berkin  & Larry E. Swedroe, they recommend an Equal Weighted portfolio of 4 factors – total stock market (for beta), size, value, and momentum.

While this can reduce returns, it reduces risk while diversifying portfolio across multiple stocks which ensures that a fraud or a scam in one stock has barely any impact on total returns. Diversification is not a free lunch for concentrated positions can clearly provide higher returns – but the risk as Bill Ackman found in Valeant Pharmaceuticals can be very high too.

At the moment Momentum Investing is a Do it Yourself program. But in the future, there will be funds which will deploy based on philosophies other than just Value which is the dominant style of investing today. Its just a matter of time as more Academic evidence piles up showing the benefits of having Momentum as part of your portfolio.

 

Momentum Investing – Sin or Strategy

Ambhimanyu, the son of Arjuna had knowledge of entering the Chakravyuha but not the knowledge of coming out. This ended up with him getting killed and while the story being one of good and bad tries to magnify how the bad came together to kill him, the point that is missed is that he knew when we went in that he did not know the way out.

Investors in markets are in many a way Ambhimanyu’s . They know how to enter and hope that somehow they can exit before getting killed. But then again, the bad guys (Brokers, Operators, FII’s) all gang up and kill the poor little investor and snatch his monies.

Momentum Investing has its non-believers but I was kind of astonished to see that in a Document brought out by the Library of Congress whose ideas seem to be subscribed by the SEC (US Equivalent of India’s SEBI), one of the 9 sins they lay out which derail investors is “Momentum Investing”

The biggest misconception in my opinion about investing is that the style is seen to be dictated by the price move rather than knowledge of the style. Just like buying a stock that is falling doesn’t make one a Value Investor and Buying a stock that is going up doesn’t make one a Momentum Investor though it may seem to be very close to the idea.

The key to success in Momentum Investing is not about Entry but about Exits. A Momentum Investor exits a stock that stops seeing positive momentum – whether this is temporary or permanent is time will tell.

A common misconception is that Momentum Investing is about buying stocks regardless of whether they are fundamentally strong or not. But the irony is that rather than we being the deciders on whether a company is good or not, we allow the other participants through their actions dictate whether a stock A is good or not. What could be more democratic an idea than that?

I am a momentum investor and yet there are quite a few stocks that are having the strongest momentum yet not part of my portfolio. Momentum Investing doesn’t need to be about just blindly buying stocks that have gone up the most.

Look at the table below – these are stocks that have the best “Momentum Score” if you used a long term look back. If your portfolio has such stocks, are you a Value / Growth Investor or a Momentum Investor?